List your company

Logical Reasoning on RepublicQA

87AccuracyLogicAgent
54.7663.1371.579.87Sep 29, 2025

Evaluation results

MethodLinks
LogicAgentType=AR+SR, Base Model=GPT-4o2025.0987—
AristotleType=AR+SR, Base Model=GPT-4o2025.0982.5—
LogicAgentType=AR+SR, Base Model=Qwen2.52025.0982.5—
SymbCoTType=SR, Base Model=GPT-4o2025.0980.5—
SymbCoTType=SR, Base Model=Qwen2.52025.0976—
CoTType=LR, Base Model=GPT-4o2025.0975—
AristotleType=AR+SR, Base Model=Qwen2.52025.0974.5—
NaiveType=LR, Base Model=GPT-4o2025.0974—
Logic-LMType=SR, Base Model=GPT-4o2025.0973.5—
CoTType=LR, Base Model=Qwen2.52025.0972—
CRType=AR, Base Model=GPT-4o2025.0971—
Logic-LMType=SR, Base Model=Qwen2.52025.0970—
ToTType=AR, Base Model=GPT-4o2025.0969.5—
NaiveType=LR, Base Model=Qwen2.52025.0968.5—
CRType=AR, Base Model=Qwen2.52025.0957—
ToTType=AR, Base Model=Qwen2.52025.0956—
AristotleType=AR+SR, Base Model=Aggregate2025.09—78.5
CoTType=LR, Base Model=Aggregate2025.09—73.5
CRType=AR, Base Model=Aggregate2025.09—64
Logic-LMType=SR, Base Model=Aggregate2025.09—71.75
LogicAgentType=AR+SR, Base Model=Aggregate2025.09—84.75
NaiveType=LR, Base Model=Aggregate2025.09—71.25
SymbCoTType=SR, Base Model=Aggregate2025.09—78.25
ToTType=AR, Base Model=Aggregate2025.09—62.75